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Intuitionistic Fuzzy Kernel Matching Pursuit Based on Particle Swarm Optimization for Target Recognition
Joint Authors
Yu, Xiaodong
Lei, Yingjie
Yue, Shaohua
Meng, Feixiang
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-06-01
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
In order to overcome the long training time caused by searching optimal basic functions based on greedy strategy from a redundant basis function dictionary for the intuitionistic fuzzy kernel matching pursuit (IFKMP), the particle swarm optimization algorithm with powerful ability of global search and quick convergence rate is applied to speed up searching optimal basic function data in function dictionary.
The approach of intuitionistic fuzzy kernel matching pursuit based on particle swarm optimization algorithm, namely, PS-IFKMP, is proposed.
This algorithm is applied to the aerospace target recognition, which requires real-time ability.
Simulation results show that, compared with the conventional approaches, the proposed algorithm can decrease training time and improve calculation efficiency obviously with almost unchanged classification accuracy, while the model has better sparsity and generalization.
It is also demonstrated that this approach is suitable for the application requiring both accuracy and efficiency.
American Psychological Association (APA)
Yu, Xiaodong& Lei, Yingjie& Yue, Shaohua& Meng, Feixiang. 2015. Intuitionistic Fuzzy Kernel Matching Pursuit Based on Particle Swarm Optimization for Target Recognition. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1074213
Modern Language Association (MLA)
Yu, Xiaodong…[et al.]. Intuitionistic Fuzzy Kernel Matching Pursuit Based on Particle Swarm Optimization for Target Recognition. Mathematical Problems in Engineering No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1074213
American Medical Association (AMA)
Yu, Xiaodong& Lei, Yingjie& Yue, Shaohua& Meng, Feixiang. Intuitionistic Fuzzy Kernel Matching Pursuit Based on Particle Swarm Optimization for Target Recognition. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1074213
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074213